{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%matplotlib inline\n",
    "%autoreload 2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.io import imread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from salientdetect import saliency_score_from_ndarry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11a663cc0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5PSUo1v7h6/e6nT7WCHlNlXBJgrimY39KfXStLR/T5rqvbqrnO8y/Laln7heq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\nHUltAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1153f9a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "\n",
    "img = imread(urlopen(\"http://www.wisdom.weizmann.ac.il/~vision/Seg_Evaluation_DB/1obj/Bream_In_Basin/Src_Color/slides/Bream_In_Basin.jpg\"))\n",
    "plt.imshow(img, interpolation='nearest', aspect='auto')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ret = saliency_score_from_ndarry(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11af6e630>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a4b1f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out_pixels = []\n",
    "out = np.zeros(img.shape, dtype=np.uint8)\n",
    "\n",
    "for s, pixels in ret.items():\n",
    "    # s is saliency score\n",
    "    if s < 5:\n",
    "        continue\n",
    "    for x, y in pixels:\n",
    "        out[y, x][0] = 255\n",
    "        out[y, x][1] = 255\n",
    "        out[y, x][2] = 255\n",
    "plt.imshow(out, interpolation='nearest', aspect='auto')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
